Pandas Profiling Report

Dataset statistics

Number of variables	21
Number of observations	47760
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.7 MiB
Average record size in memory	168.0 B

Variable types

Numeric	20
Categorical	1

Alerts

`lat` is highly correlated with `TMQ` and 9 other fields	High correlation
`TMQ` is highly correlated with `lat` and 10 other fields	High correlation
`U850` is highly correlated with `UBOT`	High correlation
`V850` is highly correlated with `VBOT`	High correlation
`UBOT` is highly correlated with `U850`	High correlation
`VBOT` is highly correlated with `V850`	High correlation
`QREFHT` is highly correlated with `lat` and 9 other fields	High correlation
`PS` is highly correlated with `lat` and 10 other fields	High correlation
`PSL` is highly correlated with `lat` and 10 other fields	High correlation
`T200` is highly correlated with `PS` and 4 other fields	High correlation
`T500` is highly correlated with `lat` and 10 other fields	High correlation
`PRECT` is highly correlated with `TMQ`	High correlation
`TS` is highly correlated with `lat` and 9 other fields	High correlation
`TREFHT` is highly correlated with `lat` and 9 other fields	High correlation
`Z1000` is highly correlated with `lat` and 10 other fields	High correlation
`Z200` is highly correlated with `lat` and 10 other fields	High correlation
`ZBOT` is highly correlated with `lat` and 9 other fields	High correlation
`lat` is highly correlated with `TMQ` and 9 other fields	High correlation
`lon` is highly correlated with `T500` and 3 other fields	High correlation
`TMQ` is highly correlated with `lat` and 9 other fields	High correlation
`U850` is highly correlated with `UBOT`	High correlation
`V850` is highly correlated with `VBOT`	High correlation
`UBOT` is highly correlated with `U850`	High correlation
`VBOT` is highly correlated with `V850`	High correlation
`QREFHT` is highly correlated with `lat` and 9 other fields	High correlation
`PS` is highly correlated with `lat` and 10 other fields	High correlation
`PSL` is highly correlated with `lat` and 10 other fields	High correlation
`T200` is highly correlated with `PS` and 2 other fields	High correlation
`T500` is highly correlated with `lat` and 10 other fields	High correlation
`TS` is highly correlated with `lat` and 10 other fields	High correlation
`TREFHT` is highly correlated with `lat` and 10 other fields	High correlation
`Z1000` is highly correlated with `lat` and 10 other fields	High correlation
`Z200` is highly correlated with `lat` and 10 other fields	High correlation
`ZBOT` is highly correlated with `lat` and 9 other fields	High correlation
`lat` is highly correlated with `QREFHT` and 4 other fields	High correlation
`TMQ` is highly correlated with `QREFHT` and 7 other fields	High correlation
`U850` is highly correlated with `UBOT`	High correlation
`V850` is highly correlated with `VBOT`	High correlation
`UBOT` is highly correlated with `U850`	High correlation
`VBOT` is highly correlated with `V850`	High correlation
`QREFHT` is highly correlated with `lat` and 8 other fields	High correlation
`PS` is highly correlated with `TMQ` and 4 other fields	High correlation
`PSL` is highly correlated with `TMQ` and 4 other fields	High correlation
`T500` is highly correlated with `QREFHT` and 7 other fields	High correlation
`TS` is highly correlated with `lat` and 6 other fields	High correlation
`TREFHT` is highly correlated with `lat` and 6 other fields	High correlation
`Z1000` is highly correlated with `TMQ` and 3 other fields	High correlation
`Z200` is highly correlated with `lat` and 6 other fields	High correlation
`ZBOT` is highly correlated with `lat` and 6 other fields	High correlation
`lat` is highly correlated with `lon` and 11 other fields	High correlation
`lon` is highly correlated with `lat` and 10 other fields	High correlation
`TMQ` is highly correlated with `lat` and 16 other fields	High correlation
`U850` is highly correlated with `TMQ` and 8 other fields	High correlation
`V850` is highly correlated with `TMQ` and 8 other fields	High correlation
`UBOT` is highly correlated with `TMQ` and 8 other fields	High correlation
`VBOT` is highly correlated with `TMQ` and 5 other fields	High correlation
`QREFHT` is highly correlated with `lat` and 11 other fields	High correlation
`PS` is highly correlated with `lat` and 15 other fields	High correlation
`PSL` is highly correlated with `lat` and 15 other fields	High correlation
`T200` is highly correlated with `lat` and 14 other fields	High correlation
`T500` is highly correlated with `lat` and 15 other fields	High correlation
`PRECT` is highly correlated with `TMQ` and 5 other fields	High correlation
`TS` is highly correlated with `lat` and 11 other fields	High correlation
`TREFHT` is highly correlated with `lat` and 11 other fields	High correlation
`Z1000` is highly correlated with `lat` and 11 other fields	High correlation
`Z200` is highly correlated with `lat` and 9 other fields	High correlation
`ZBOT` is highly correlated with `lat` and 11 other fields	High correlation
`LABELS` is highly correlated with `PS` and 1 other fields	High correlation
`PRECT` is highly skewed (γ1 = 35.72065413)	Skewed
`S.No` is uniformly distributed	Uniform
`S.No` has unique values	Unique
`PRECT` has 1192 (2.5%) zeros	Zeros

Reproduction

Analysis started	2021-10-19 20:02:09.220780
Analysis finished	2021-10-19 20:02:47.755661
Duration	38.53 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

S.No
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	47760
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23879.5

Minimum	0
Maximum	47759
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2387.95
Q1	11939.75
median	23879.5
Q3	35819.25
95-th percentile	45371.05
Maximum	47759
Range	47759
Interquartile range (IQR)	23879.5

Descriptive statistics

Standard deviation	13787.26877
Coefficient of variation (CV)	0.5773684024
Kurtosis	-1.2
Mean	23879.5
Median Absolute Deviation (MAD)	11940
Skewness	0
Sum	1140484920
Variance	190088780
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
31843	1	< 0.1%
31834	1	< 0.1%
31835	1	< 0.1%
31836	1	< 0.1%
31837	1	< 0.1%
31838	1	< 0.1%
31839	1	< 0.1%
31840	1	< 0.1%
31841	1	< 0.1%
Other values (47750)	47750	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
47759	1	< 0.1%
47758	1	< 0.1%
47757	1	< 0.1%
47756	1	< 0.1%
47755	1	< 0.1%
47754	1	< 0.1%
47753	1	< 0.1%
47752	1	< 0.1%
47751	1	< 0.1%
47750	1	< 0.1%

lat
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.933507171

Minimum	-31.09517601
Maximum	24.0547588
Zeros	0
Zeros (%)	0.0%
Negative	23880
Negative (%)	50.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	-31.09517601
5-th percentile	-30.86049544
Q1	-24.58279009
median	-3.87222947
Q3	21.76662321
95-th percentile	23.82007823
Maximum	24.0547588
Range	55.14993481
Interquartile range (IQR)	46.3494133

Descriptive statistics

Standard deviation	22.90675491
Coefficient of variation (CV)	-7.80865823
Kurtosis	-1.867271225
Mean	-2.933507171
Median Absolute Deviation (MAD)	23.23337679
Skewness	0.009793084199
Sum	-140104.3025
Variance	524.7194207
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
-24.75880052	1990	4.2%
23.82007823	1990	4.2%
-30.62581486	1990	4.2%
12.79009126	1990	4.2%
-31.09517601	1990	4.2%
13.25945241	1990	4.2%
21.94263364	1990	4.2%
13.02477184	1990	4.2%
-30.39113429	1990	4.2%
-21.00391134	1990	4.2%
Other values (14)	27860	58.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-31.09517601	1990	4.2%
-30.86049544	1990	4.2%
-30.62581486	1990	4.2%
-30.39113429	1990	4.2%
-24.9934811	1990	4.2%
-24.75880052	1990	4.2%
-24.52411995	1990	4.2%
-24.28943937	1990	4.2%
-21.23859192	1990	4.2%
-21.00391134	1990	4.2%

Value	Count	Frequency (%)
24.0547588	1990	4.2%
23.82007823	1990	4.2%
23.58539765	1990	4.2%
23.35071708	1990	4.2%
22.17731421	1990	4.2%
21.94263364	1990	4.2%
21.70795306	1990	4.2%
21.47327249	1990	4.2%
13.49413299	1990	4.2%
13.25945241	1990	4.2%

lon
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	35
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	269.2708333

Minimum	229.0625
Maximum	354.375
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	229.0625
5-th percentile	229.375
Q1	241.875
median	253.125
Q3	277.1875
95-th percentile	354.0625
Maximum	354.375
Range	125.3125
Interquartile range (IQR)	35.3125

Descriptive statistics

Standard deviation	41.04659064
Coefficient of variation (CV)	0.1524360813
Kurtosis	0.1842010681
Mean	269.2708333
Median Absolute Deviation (MAD)	22.8125
Skewness	1.226823569
Sum	12860375
Variance	1684.822603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
242.1875	1592	3.3%
241.875	1592	3.3%
252.5	1592	3.3%
353.4375	1592	3.3%
253.75	1592	3.3%
353.125	1592	3.3%
353.75	1592	3.3%
230	1592	3.3%
253.4375	1592	3.3%
354.375	1592	3.3%
Other values (25)	31840	66.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
229.0625	1592	3.3%
229.375	1592	3.3%
229.6875	1592	3.3%
230	1592	3.3%
230.3125	1592	3.3%
241.25	1592	3.3%
241.5625	1592	3.3%
241.875	1592	3.3%
242.1875	1592	3.3%
242.5	1592	3.3%

Value	Count	Frequency (%)
354.375	1592	3.3%
354.0625	1592	3.3%
353.75	1592	3.3%
353.4375	1592	3.3%
353.125	1592	3.3%
277.8125	1592	3.3%
277.5	1592	3.3%
277.1875	1592	3.3%
276.875	1592	3.3%
276.5625	1592	3.3%

TMQ
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	22540
Distinct (%)	47.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.83567924

Minimum	6.960678577
Maximum	80.64135742
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	6.960678577
5-th percentile	14.71919823
Q1	24.03308296
median	34.89657402
Q3	44.72710133
95-th percentile	55.55688438
Maximum	80.64135742
Range	73.68067884
Interquartile range (IQR)	20.69401837

Descriptive statistics

Standard deviation	12.86955225
Coefficient of variation (CV)	0.3694359499
Kurtosis	-0.8921152468
Mean	34.83567924
Median Absolute Deviation (MAD)	10.33487129
Skewness	0.05657486896
Sum	1663752.04
Variance	165.6253752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45.16341782	12	< 0.1%
23.46677971	12	< 0.1%
23.70138359	12	< 0.1%
50.54800797	12	< 0.1%
44.51517105	12	< 0.1%
44.90302277	12	< 0.1%
44.22598267	12	< 0.1%
46.50523758	12	< 0.1%
22.62989807	12	< 0.1%
43.88959885	12	< 0.1%
Other values (22530)	47640	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.960678577	4	< 0.1%
6.973753452	4	< 0.1%
7.009792328	4	< 0.1%
7.015758514	4	< 0.1%
7.019114017	4	< 0.1%
7.071960449	4	< 0.1%
7.161454201	4	< 0.1%
7.175955772	4	< 0.1%
7.21576786	4	< 0.1%
7.360440254	4	< 0.1%

Value	Count	Frequency (%)
80.64135742	2	< 0.1%
78.90943146	2	< 0.1%
76.89120483	2	< 0.1%
76.7713623	2	< 0.1%
75.31583405	2	< 0.1%
74.26850128	2	< 0.1%
73.32196808	1	< 0.1%
71.49910736	2	< 0.1%
70.70014191	2	< 0.1%
70.60601044	2	< 0.1%

U850
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	22555
Distinct (%)	47.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.6202928004

Minimum	-58.80522919
Maximum	32.27734375
Zeros	0
Zeros (%)	0.0%
Negative	28167
Negative (%)	59.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	-58.80522919
5-th percentile	-9.926419973
Q1	-5.507041931
median	-1.671802103
Q3	3.621787548
95-th percentile	11.34012828
Maximum	32.27734375
Range	91.08257294
Interquartile range (IQR)	9.128829479

Descriptive statistics

Standard deviation	6.84730737
Coefficient of variation (CV)	-11.03883096
Kurtosis	1.322524691
Mean	-0.6202928004
Median Absolute Deviation (MAD)	4.398510873
Skewness	0.59574113
Sum	-29625.18415
Variance	46.88561822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-9.280497551	12	< 0.1%
8.195532799	12	< 0.1%
-0.917889893	12	< 0.1%
-7.908401966	12	< 0.1%
-2.535194635	12	< 0.1%
0.451154441	12	< 0.1%
-9.16652298	12	< 0.1%
7.830044746	12	< 0.1%
7.720739365	12	< 0.1%
7.457631588	12	< 0.1%
Other values (22545)	47640	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-58.80522919	2	< 0.1%
-45.99634171	2	< 0.1%
-42.34029007	2	< 0.1%
-37.6847229	2	< 0.1%
-33.22814178	2	< 0.1%
-30.95122528	2	< 0.1%
-28.03955841	2	< 0.1%
-26.9958477	2	< 0.1%
-25.97371864	2	< 0.1%
-25.642519	2	< 0.1%

Value	Count	Frequency (%)
32.27734375	4	< 0.1%
32.06555557	4	< 0.1%
32.0438385	4	< 0.1%
32.02590179	4	< 0.1%
31.954216	4	< 0.1%
31.62656021	4	< 0.1%
31.5772934	4	< 0.1%
31.56531143	4	< 0.1%
31.33678246	4	< 0.1%
31.26062393	4	< 0.1%

V850
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	22558
Distinct (%)	47.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01040468742

Minimum	-26.21690559
Maximum	58.06024551
Zeros	0
Zeros (%)	0.0%
Negative	22959
Negative (%)	48.1%
Memory size	373.2 KiB

Quantile statistics

Minimum	-26.21690559
5-th percentile	-6.863656521
Q1	-2.30753541
median	0.1571722325
Q3	2.34177947
95-th percentile	6.42058959
Maximum	58.06024551
Range	84.2771511
Interquartile range (IQR)	4.64931488

Descriptive statistics

Standard deviation	4.332385262
Coefficient of variation (CV)	416.3878344
Kurtosis	8.253969421
Mean	0.01040468742
Median Absolute Deviation (MAD)	2.305080623
Skewness	0.4901940357
Sum	496.9278711
Variance	18.76956206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.456496745	13	< 0.1%
2.085988522	12	< 0.1%
-6.525769711	12	< 0.1%
-1.71894753	12	< 0.1%
2.214706659	12	< 0.1%
1.745208144	12	< 0.1%
2.265308142	12	< 0.1%
-1.542656302	12	< 0.1%
-5.248517513	12	< 0.1%
-0.297968119	12	< 0.1%
Other values (22548)	47639	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-26.21690559	1	< 0.1%
-24.26033974	1	< 0.1%
-22.85619736	9	< 0.1%
-22.36026001	1	< 0.1%
-20.97599792	2	< 0.1%
-20.78406525	2	< 0.1%
-20.66868591	2	< 0.1%
-20.51058388	1	< 0.1%
-20.44924927	2	< 0.1%
-20.34444618	2	< 0.1%

Value	Count	Frequency (%)
58.06024551	2	< 0.1%
57.195755	2	< 0.1%
51.69105148	2	< 0.1%
44.48106384	2	< 0.1%
42.69163132	2	< 0.1%
42.14294815	2	< 0.1%
40.45674896	1	< 0.1%
40.01206207	1	< 0.1%
37.89501572	1	< 0.1%
37.80208969	2	< 0.1%

UBOT
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	22556
Distinct (%)	47.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.152124212

Minimum	-58.26047516
Maximum	30.21538734
Zeros	0
Zeros (%)	0.0%
Negative	31669
Negative (%)	66.3%
Memory size	373.2 KiB

Quantile statistics

Minimum	-58.26047516
5-th percentile	-10.7093401
Q1	-6.589128137
median	-2.687852859
Q3	1.720814586
95-th percentile	8.074259758
Maximum	30.21538734
Range	88.4758625
Interquartile range (IQR)	8.309942723

Descriptive statistics

Standard deviation	6.043284278
Coefficient of variation (CV)	-2.808055522
Kurtosis	1.418276311
Mean	-2.152124212
Median Absolute Deviation (MAD)	4.123464227
Skewness	0.3741793121
Sum	-102785.4524
Variance	36.52128487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.726451159	12	< 0.1%
-5.370120049	12	< 0.1%
-0.486558914	12	< 0.1%
-5.17499733	12	< 0.1%
-7.600086689	12	< 0.1%
-9.850200653	12	< 0.1%
-0.60995245	12	< 0.1%
-1.165642381	12	< 0.1%
2.037758589	12	< 0.1%
-4.78158474	12	< 0.1%
Other values (22546)	47640	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-58.26047516	2	< 0.1%
-56.40023422	2	< 0.1%
-48.99306488	2	< 0.1%
-46.38716888	2	< 0.1%
-41.74756241	2	< 0.1%
-38.99067688	2	< 0.1%
-34.88019562	2	< 0.1%
-32.66278458	2	< 0.1%
-29.44194031	2	< 0.1%
-26.65083885	2	< 0.1%

Value	Count	Frequency (%)
30.21538734	9	< 0.1%
30.04102516	9	< 0.1%
27.40974808	1	< 0.1%
25.67883301	9	< 0.1%
25.67632103	1	< 0.1%
25.64754105	1	< 0.1%
24.88194084	9	< 0.1%
24.55457306	9	< 0.1%
24.04019356	1	< 0.1%
23.1534214	1	< 0.1%

VBOT
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	22555
Distinct (%)	47.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.7594554537

Minimum	-20.76045227
Maximum	31.10628319
Zeros	0
Zeros (%)	0.0%
Negative	27477
Negative (%)	57.5%
Memory size	373.2 KiB

Quantile statistics

Minimum	-20.76045227
5-th percentile	-7.972915173
Q1	-3.800055504
median	-0.774992228
Q3	2.072185516
95-th percentile	7.348595953
Maximum	31.10628319
Range	51.86673546
Interquartile range (IQR)	5.87224102

Descriptive statistics

Standard deviation	4.761139356
Coefficient of variation (CV)	-6.269148945
Kurtosis	1.070025514
Mean	-0.7594554537
Median Absolute Deviation (MAD)	2.938357115
Skewness	0.09944131666
Sum	-36271.59247
Variance	22.66844797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4.553804398	12	< 0.1%
2.589816093	12	< 0.1%
-0.18975468	12	< 0.1%
-4.122119904	12	< 0.1%
-0.082445368	12	< 0.1%
2.785309315	12	< 0.1%
2.211368322	12	< 0.1%
0.194291189	12	< 0.1%
2.486827135	12	< 0.1%
2.021558762	12	< 0.1%
Other values (22545)	47640	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-20.76045227	4	< 0.1%
-20.58807373	4	< 0.1%
-20.51773643	4	< 0.1%
-20.41306877	4	< 0.1%
-20.2153759	4	< 0.1%
-20.21519661	4	< 0.1%
-19.80875969	4	< 0.1%
-19.80499268	4	< 0.1%
-19.702631	4	< 0.1%
-19.37810326	4	< 0.1%

Value	Count	Frequency (%)
31.10628319	1	< 0.1%
29.7222805	1	< 0.1%
29.0979805	1	< 0.1%
28.45331192	1	< 0.1%
27.73805618	1	< 0.1%
26.73799324	1	< 0.1%
26.48474312	2	< 0.1%
25.95328522	2	< 0.1%
25.84733963	1	< 0.1%
24.38835526	2	< 0.1%

QREFHT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	22533
Distinct (%)	47.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01437782205

Minimum	0.004363584
Maximum	0.022366185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	0.004363584
5-th percentile	0.007883972
Q1	0.011245365
median	0.0145663525
Q3	0.017986557
95-th percentile	0.02004644135
Maximum	0.022366185
Range	0.018002601
Interquartile range (IQR)	0.006741192

Descriptive statistics

Standard deviation	0.003969208683
Coefficient of variation (CV)	0.2760646689
Kurtosis	-1.019449112
Mean	0.01437782205
Median Absolute Deviation (MAD)	0.0033695055
Skewness	-0.1902334219
Sum	686.684781
Variance	1.575461757 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.019104062	12	< 0.1%
0.013717509	12	< 0.1%
0.018046176	12	< 0.1%
0.018360952	12	< 0.1%
0.011224753	12	< 0.1%
0.014096514	12	< 0.1%
0.013520113	12	< 0.1%
0.014602984	12	< 0.1%
0.008909746	12	< 0.1%
0.018016929	12	< 0.1%
Other values (22523)	47640	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.004363584	1	< 0.1%
0.004400007	1	< 0.1%
0.004443104	1	< 0.1%
0.004458612	1	< 0.1%
0.004534469	1	< 0.1%
0.004581923	1	< 0.1%
0.00462595	1	< 0.1%
0.004718688	1	< 0.1%
0.004806787	1	< 0.1%
0.00483118	1	< 0.1%

Value	Count	Frequency (%)
0.022366185	2	< 0.1%
0.022328498	2	< 0.1%
0.022321193	2	< 0.1%
0.022290939	2	< 0.1%
0.022287719	2	< 0.1%
0.022284305	2	< 0.1%
0.022272408	2	< 0.1%
0.022262665	2	< 0.1%
0.022248572	2	< 0.1%
0.022245212	2	< 0.1%

PS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	21520
Distinct (%)	45.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	101554.0515

Minimum	96611.60156
Maximum	103996.9531
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	96611.60156
5-th percentile	100794.7621
Q1	101152.1172
median	101527.957
Q3	101887.4766
95-th percentile	102478.6477
Maximum	103996.9531
Range	7385.35154
Interquartile range (IQR)	735.3594

Descriptive statistics

Standard deviation	545.8635555
Coefficient of variation (CV)	0.005375103674
Kurtosis	1.612882194
Mean	101554.0515
Median Absolute Deviation (MAD)	369.52345
Skewness	0.2623202251
Sum	4850221501
Variance	297967.0212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101065	18	< 0.1%
101044.8203	17	< 0.1%
101403.7578	17	< 0.1%
100825.4766	14	< 0.1%
101949.8672	13	< 0.1%
100846.2422	13	< 0.1%
100987.7969	13	< 0.1%
101149.8047	13	< 0.1%
100831.7734	12	< 0.1%
101934.6641	12	< 0.1%
Other values (21510)	47618	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
96611.60156	2	< 0.1%
97497.79688	2	< 0.1%
97758.07031	2	< 0.1%
98168.55469	2	< 0.1%
98599.67969	2	< 0.1%
98739.55469	9	< 0.1%
98841.5625	2	< 0.1%
99125.14063	1	< 0.1%
99149.02344	1	< 0.1%
99275.85156	2	< 0.1%

Value	Count	Frequency (%)
103996.9531	6	< 0.1%
103994.4844	6	< 0.1%
103990.8359	6	< 0.1%
103985.9766	6	< 0.1%
103979.4063	6	< 0.1%
103965.2813	6	< 0.1%
103962.8672	6	< 0.1%
103958.4609	6	< 0.1%
103956.3516	6	< 0.1%
103952.6719	6	< 0.1%

PSL
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	21537
Distinct (%)	45.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	101556.3416

Minimum	96611.60156
Maximum	103996.9531
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	96611.60156
5-th percentile	100797.5078
Q1	101157.6328
median	101531.25
Q3	101888.9336
95-th percentile	102478.6477
Maximum	103996.9531
Range	7385.35154
Interquartile range (IQR)	731.3008

Descriptive statistics

Standard deviation	544.8552807
Coefficient of variation (CV)	0.005365054234
Kurtosis	1.629806163
Mean	101556.3416
Median Absolute Deviation (MAD)	369.8242
Skewness	0.2584526289
Sum	4850330877
Variance	296867.2769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101065	18	< 0.1%
101044.8203	17	< 0.1%
101778.0313	15	< 0.1%
101838.8828	15	< 0.1%
101159.5859	14	< 0.1%
101465.0938	14	< 0.1%
101949.8672	13	< 0.1%
101390.4922	13	< 0.1%
101170.1484	12	< 0.1%
100844.1094	12	< 0.1%
Other values (21527)	47617	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
96611.60156	2	< 0.1%
97498.90625	2	< 0.1%
97758.10938	2	< 0.1%
98175.4375	2	< 0.1%
98599.75	2	< 0.1%
98739.55469	9	< 0.1%
98852.13281	2	< 0.1%
99125.14063	1	< 0.1%
99149.02344	1	< 0.1%
99275.89063	2	< 0.1%

Value	Count	Frequency (%)
103996.9531	6	< 0.1%
103994.4844	6	< 0.1%
103990.8359	6	< 0.1%
103985.9766	6	< 0.1%
103979.4063	6	< 0.1%
103965.2813	6	< 0.1%
103962.8672	6	< 0.1%
103958.4609	6	< 0.1%
103956.3516	6	< 0.1%
103952.6719	6	< 0.1%

T200
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	22068
Distinct (%)	46.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	216.8944601

Minimum	208.8242493
Maximum	229.1728973
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	208.8242493
5-th percentile	212.7711357
Q1	215.504303
median	217.1624374
Q3	218.430748
95-th percentile	220.1703949
Maximum	229.1728973
Range	20.348648
Interquartile range (IQR)	2.926445

Descriptive statistics

Standard deviation	2.307293768
Coefficient of variation (CV)	0.010637864
Kurtosis	0.7776898554
Mean	216.8944601
Median Absolute Deviation (MAD)	1.44298555
Skewness	-0.3448448429
Sum	10358879.41
Variance	5.323604531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
217.6087341	13	< 0.1%
218.1258392	13	< 0.1%
217.447876	12	< 0.1%
215.5850525	12	< 0.1%
215.6078186	12	< 0.1%
217.812088	12	< 0.1%
215.5875092	12	< 0.1%
217.258606	12	< 0.1%
217.5505676	12	< 0.1%
215.6109161	12	< 0.1%
Other values (22058)	47638	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
208.8242493	2	< 0.1%
208.8341064	2	< 0.1%
208.8353119	2	< 0.1%
208.8521729	2	< 0.1%
208.8550415	2	< 0.1%
208.8567505	2	< 0.1%
208.875	2	< 0.1%
208.8847961	2	< 0.1%
208.896286	2	< 0.1%
208.939682	2	< 0.1%

Value	Count	Frequency (%)
229.1728973	2	< 0.1%
227.1192322	2	< 0.1%
226.7600098	4	< 0.1%
226.6965637	4	< 0.1%
226.6926575	4	< 0.1%
226.5615997	4	< 0.1%
226.4952545	4	< 0.1%
226.4835968	4	< 0.1%
226.4771881	4	< 0.1%
226.3684235	4	< 0.1%

T500
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	21789
Distinct (%)	45.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	264.3758061

Minimum	249.1460114
Maximum	273.5808105
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	249.1460114
5-th percentile	256.6629532
Q1	262.9100647
median	265.2451172
Q3	266.8773498
95-th percentile	268.2765503
Maximum	273.5808105
Range	24.4347991
Interquartile range (IQR)	3.967285125

Descriptive statistics

Standard deviation	3.507889067
Coefficient of variation (CV)	0.01326857067
Kurtosis	1.444957738
Mean	264.3758061
Median Absolute Deviation (MAD)	1.8566894
Skewness	-1.269383537
Sum	12626588.5
Variance	12.30528571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
267.261322	18	< 0.1%
262.5036011	14	< 0.1%
267.2008057	14	< 0.1%
267.1711121	14	< 0.1%
265.8009644	14	< 0.1%
267.1480713	14	< 0.1%
267.418396	13	< 0.1%
263.3089294	13	< 0.1%
265.569458	13	< 0.1%
265.696228	13	< 0.1%
Other values (21779)	47620	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
249.1460114	1	< 0.1%
249.375	1	< 0.1%
249.5921021	1	< 0.1%
249.6369629	1	< 0.1%
249.800705	1	< 0.1%
249.8361816	1	< 0.1%
249.8996429	2	< 0.1%
249.9015656	2	< 0.1%
249.9057465	2	< 0.1%
249.9236908	2	< 0.1%

Value	Count	Frequency (%)
273.5808105	2	< 0.1%
273.0455627	2	< 0.1%
272.2410583	1	< 0.1%
272.1522827	2	< 0.1%
272.1473694	1	< 0.1%
272.1095886	9	< 0.1%
271.9798889	2	< 0.1%
271.9414978	2	< 0.1%
271.8872681	2	< 0.1%
271.4199524	2	< 0.1%

PRECT
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	6506
Distinct (%)	13.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.629729643 × 10^-8

Minimum	-4.4 × 10^-23
Maximum	1.44 × 10^-5
Zeros	1192
Zeros (%)	2.5%
Negative	53
Negative (%)	0.1%
Memory size	373.2 KiB

Quantile statistics

Minimum	-4.4 × 10^-23
5-th percentile	7.21 × 10^-18
Q1	1.61 × 10^-14
median	5.28 × 10^-9
Q3	3.12 × 10^-8
95-th percentile	2.01 × 10^-7
Maximum	1.44 × 10^-5
Range	1.44 × 10^-5
Interquartile range (IQR)	3.11999839 × 10^-8

Descriptive statistics

Standard deviation	2.385749753 × 10^-7
Coefficient of variation (CV)	5.153108145
Kurtosis	1758.33619
Mean	4.629729643 × 10^-8
Median Absolute Deviation (MAD)	5.279999618 × 10^-9
Skewness	35.72065413
Sum	0.002211158878
Variance	5.691801886 × 10^-14
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1192	2.5%
1.3 × 10^-8	85	0.2%
1.16 × 10^-8	82	0.2%
1.13 × 10^-8	82	0.2%
1.1 × 10^-8	80	0.2%
1.43 × 10^-8	76	0.2%
1.06 × 10^-8	76	0.2%
1.2 × 10^-8	76	0.2%
1.02 × 10^-7	76	0.2%
1.4 × 10^-8	76	0.2%
Other values (6496)	45859	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.4 × 10^-23	1	< 0.1%
-3.94 × 10^-23	2	< 0.1%
-3.5 × 10^-23	2	< 0.1%
-1.51 × 10^-23	2	< 0.1%
-1.4 × 10^-23	1	< 0.1%
-1.38 × 10^-23	4	< 0.1%
-7.22 × 10^-24	1	< 0.1%
-4.92 × 10^-24	3	< 0.1%
-2.89 × 10^-24	1	< 0.1%
-2.53 × 10^-24	4	< 0.1%

Value	Count	Frequency (%)
1.44 × 10^-5	2	< 0.1%
1.41 × 10^-5	1	< 0.1%
1.39 × 10^-5	2	< 0.1%
1.13 × 10^-5	1	< 0.1%
9.91 × 10^-6	1	< 0.1%
9.89 × 10^-6	2	< 0.1%
9.27 × 10^-6	2	< 0.1%
7.16 × 10^-6	2	< 0.1%
6.75 × 10^-6	1	< 0.1%
6.51 × 10^-6	2	< 0.1%

TS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	9827
Distinct (%)	20.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	298.3094671

Minimum	289.3307495
Maximum	303.869812
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	289.3307495
5-th percentile	290.756073
Q1	295.8606873
median	298.6851807
Q3	301.7601013
95-th percentile	302.973053
Maximum	303.869812
Range	14.5390625
Interquartile range (IQR)	5.899414

Descriptive statistics

Standard deviation	3.794154724
Coefficient of variation (CV)	0.01271885455
Kurtosis	-0.6509486825
Mean	298.3094671
Median Absolute Deviation (MAD)	2.9872131
Skewness	-0.5920260096
Sum	14247260.15
Variance	14.39561007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
302.7839355	108	0.2%
302.0999756	81	0.2%
300.9345703	81	0.2%
299.0677795	81	0.2%
290.756073	72	0.2%
295.8194885	72	0.2%
295.6659546	72	0.2%
302.6600342	57	0.1%
297.8743896	54	0.1%
297.9991455	54	0.1%
Other values (9817)	47028	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
289.3307495	3	< 0.1%
289.3356934	6	< 0.1%
289.3501587	2	< 0.1%
289.3548584	4	< 0.1%
289.3981934	3	< 0.1%
289.401947	4	< 0.1%
289.4059143	8	< 0.1%
289.4124756	2	< 0.1%
289.4224548	1	< 0.1%
289.4224854	2	< 0.1%

Value	Count	Frequency (%)
303.869812	12	< 0.1%
303.8143005	4	< 0.1%
303.8141479	6	< 0.1%
303.809906	18	< 0.1%
303.808136	4	< 0.1%
303.7888184	6	< 0.1%
303.7864685	6	< 0.1%
303.7858582	2	< 0.1%
303.7601318	2	< 0.1%
303.7384949	36	0.1%

TREFHT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	21892
Distinct (%)	45.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	296.8927182

Minimum	285.4266663
Maximum	304.3641968
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	285.4266663
5-th percentile	289.3610687
Q1	294.2211532
median	297.3013306
Q3	300.47406
95-th percentile	301.9136719
Maximum	304.3641968
Range	18.9375305
Interquartile range (IQR)	6.2529068

Descriptive statistics

Standard deviation	4.021796553
Coefficient of variation (CV)	0.01354629571
Kurtosis	-0.6599202761
Mean	296.8927182
Median Absolute Deviation (MAD)	3.1482239
Skewness	-0.5493110957
Sum	14179596.22
Variance	16.17484751
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
295.1131897	14	< 0.1%
301.7236938	14	< 0.1%
297.4156189	14	< 0.1%
300.4446411	14	< 0.1%
301.4129639	13	< 0.1%
301.6558533	13	< 0.1%
301.7009583	13	< 0.1%
297.8077087	13	< 0.1%
294.4785767	13	< 0.1%
301.5153809	13	< 0.1%
Other values (21882)	47626	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
285.4266663	2	< 0.1%
285.5314636	2	< 0.1%
285.5333252	2	< 0.1%
285.5787659	2	< 0.1%
285.6168823	2	< 0.1%
285.7269287	2	< 0.1%
285.743866	2	< 0.1%
285.7582092	2	< 0.1%
285.760376	2	< 0.1%
285.7694092	2	< 0.1%

Value	Count	Frequency (%)
304.3641968	4	< 0.1%
304.2073669	4	< 0.1%
304.2069702	4	< 0.1%
304.1712036	4	< 0.1%
304.144043	4	< 0.1%
304.1395264	4	< 0.1%
304.006134	4	< 0.1%
303.9963989	4	< 0.1%
303.9719238	1	< 0.1%
303.9342041	1	< 0.1%

Z1000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	22535
Distinct (%)	47.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	135.5228818

Minimum	63.33520508
Maximum	328.1236877
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	63.33520508
5-th percentile	70.62041474
Q1	101.8364868
median	133.7729797
Q3	162.6830597
95-th percentile	209.1255181
Maximum	328.1236877
Range	264.7884826
Interquartile range (IQR)	60.8465729

Descriptive statistics

Standard deviation	42.51809578
Coefficient of variation (CV)	0.3137337046
Kurtosis	0.4825892466
Mean	135.5228818
Median Absolute Deviation (MAD)	30.70470045
Skewness	0.5595417999
Sum	6472572.837
Variance	1807.788469
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
166.807251	12	< 0.1%
75.45709229	12	< 0.1%
224.9896698	12	< 0.1%
164.4430237	12	< 0.1%
102.9277649	12	< 0.1%
103.980423	12	< 0.1%
103.3119354	12	< 0.1%
167.706131	12	< 0.1%
102.1185837	12	< 0.1%
168.5545654	12	< 0.1%
Other values (22525)	47640	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
63.33520508	2	< 0.1%
63.37696075	2	< 0.1%
63.39442444	2	< 0.1%
63.41023636	2	< 0.1%
63.41044617	2	< 0.1%
63.43893433	2	< 0.1%
63.44672012	2	< 0.1%
63.45798874	2	< 0.1%
63.466259	2	< 0.1%
63.46786499	2	< 0.1%

Value	Count	Frequency (%)
328.1236877	6	< 0.1%
327.9498901	6	< 0.1%
327.6767578	6	< 0.1%
327.3274536	6	< 0.1%
326.8911133	6	< 0.1%
325.7973328	6	< 0.1%
325.6194153	6	< 0.1%
325.3443604	6	< 0.1%
325.1965637	6	< 0.1%
324.9603882	6	< 0.1%

Z200
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	21880
Distinct (%)	45.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12291.61773

Minimum	11718.24902
Maximum	12511.0332
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	11718.24902
5-th percentile	12013.43804
Q1	12229.98242
median	12321.94629
Q3	12391.46094
95-th percentile	12440.08203
Maximum	12511.0332
Range	792.78418
Interquartile range (IQR)	161.47852

Descriptive statistics

Standard deviation	130.9269218
Coefficient of variation (CV)	0.01065172418
Kurtosis	1.195862407
Mean	12291.61773
Median Absolute Deviation (MAD)	78.0625
Skewness	-1.187312195
Sum	587047662.6
Variance	17141.85884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12347.04199	15	< 0.1%
12401.80176	15	< 0.1%
12277.4668	15	< 0.1%
12125.39844	15	< 0.1%
12343.59668	15	< 0.1%
12409.54883	14	< 0.1%
12402.0293	14	< 0.1%
12254.8418	13	< 0.1%
12379.09473	12	< 0.1%
12255.88281	12	< 0.1%
Other values (21870)	47620	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11718.24902	1	< 0.1%
11723.4873	1	< 0.1%
11727.39648	1	< 0.1%
11728.55078	1	< 0.1%
11732.35352	1	< 0.1%
11733.71777	1	< 0.1%
11736.58301	1	< 0.1%
11737.16211	1	< 0.1%
11738.85449	1	< 0.1%
11741.31543	1	< 0.1%

Value	Count	Frequency (%)
12511.0332	4	< 0.1%
12510.79395	4	< 0.1%
12510.70508	4	< 0.1%
12510.44727	4	< 0.1%
12509.96094	4	< 0.1%
12509.36133	4	< 0.1%
12508.94336	4	< 0.1%
12508.56348	4	< 0.1%
12508.42676	4	< 0.1%
12507.81836	4	< 0.1%

ZBOT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	21964
Distinct (%)	46.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.37813712

Minimum	62.43359375
Maximum	67.13165283
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	62.43359375
5-th percentile	63.47643661
Q1	64.6577282
median	65.47276306
Q3	66.32779694
95-th percentile	66.69106522
Maximum	67.13165283
Range	4.69805908
Interquartile range (IQR)	1.67006874

Descriptive statistics

Standard deviation	1.041088621
Coefficient of variation (CV)	0.01592410961
Kurtosis	-0.7411904786
Mean	65.37813712
Median Absolute Deviation (MAD)	0.84510803
Skewness	-0.499583058
Sum	3122459.829
Variance	1.083865517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66.51538849	21	< 0.1%
66.62760925	16	< 0.1%
64.8764267	15	< 0.1%
65.48105621	14	< 0.1%
65.90711975	13	< 0.1%
65.47848511	13	< 0.1%
66.50953674	13	< 0.1%
66.6187973	13	< 0.1%
65.48562622	13	< 0.1%
65.48426056	13	< 0.1%
Other values (21954)	47616	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
62.43359375	2	< 0.1%
62.45112991	2	< 0.1%
62.45474243	2	< 0.1%
62.45797729	2	< 0.1%
62.47881699	2	< 0.1%
62.48536301	2	< 0.1%
62.49304581	2	< 0.1%
62.49851227	2	< 0.1%
62.50712204	2	< 0.1%
62.50876617	2	< 0.1%

Value	Count	Frequency (%)
67.13165283	1	< 0.1%
67.12543488	1	< 0.1%
67.11737061	1	< 0.1%
67.10317993	4	< 0.1%
67.06874847	1	< 0.1%
67.06746674	1	< 0.1%
67.06671906	4	< 0.1%
67.06602478	1	< 0.1%
67.05557251	4	< 0.1%
67.05528259	1	< 0.1%

time
Real number (ℝ_≥0)

Distinct	188
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20023933.29

Minimum	19960609
Maximum	20101029
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.2 KiB

Quantile statistics

Minimum	19960609
5-th percentile	19970814
Q1	20000906
median	20011207
Q3	20040819
95-th percentile	20100830
Maximum	20101029
Range	140420
Interquartile range (IQR)	39913

Descriptive statistics

Standard deviation	36588.71087
Coefficient of variation (CV)	0.00182724894
Kurtosis	-0.30707828
Mean	20023933.29
Median Absolute Deviation (MAD)	10589
Skewness	0.6861266075
Sum	9.563430538 × 10¹¹
Variance	1338733763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20000906	1440	3.0%
20011207	1080	2.3%
20020622	1080	2.3%
20021117	1080	2.3%
20010722	720	1.5%
20010303	720	1.5%
20010712	720	1.5%
20001220	720	1.5%
20000417	720	1.5%
20011029	600	1.3%
Other values (178)	38880	81.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19960609	120	0.3%
19960711	120	0.3%
19960718	360	0.8%
19960901	240	0.5%
19960912	120	0.3%
19960926	240	0.5%
19961003	240	0.5%
19970601	120	0.3%
19970602	120	0.3%
19970605	120	0.3%

Value	Count	Frequency (%)
20101029	120	0.3%
20101022	240	0.5%
20101019	240	0.5%
20101010	360	0.8%
20101009	240	0.5%
20100925	480	1.0%
20100909	240	0.5%
20100830	480	1.0%
20100705	240	0.5%
20100702	120	0.3%

LABELS
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	373.2 KiB

0	37535
2	8223
1	2002

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	37535	78.6%
2	8223	17.2%
1	2002	4.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	37535	78.6%
2	8223	17.2%
1	2002	4.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	S.No	lat	lon	TMQ	U850	V850	UBOT	VBOT	QREFHT	PS	PSL	T200	T500	PRECT	TS	TREFHT	Z1000	Z200	ZBOT	time	LABELS
0	0	-24.758801	242.1875	16.019615	-4.391696	4.777769	-6.388222	7.725320	0.010277	102326.2344	102326.2344	221.594223	261.823212	6.660000e-09	295.622253	293.301514	197.698624	12234.78809	64.372635	20030804	0
1	1	23.820078	277.8125	47.802036	8.623652	9.308566	4.596105	9.938286	0.018531	100803.1094	100803.1094	220.343719	269.106720	3.670000e-16	302.496826	302.654083	71.571518	12463.97266	66.834389	20071006	1
2	2	23.820078	276.8750	11.556691	-2.483993	-6.009627	-3.503036	-5.921963	0.007468	101885.3906	101885.3906	215.933487	259.610718	0.000000e+00	299.854919	293.339996	160.414246	12099.36133	64.209663	20020331	0
3	3	13.494133	253.1250	53.186630	0.150933	-1.319407	3.757741	-2.172120	0.018809	100824.6328	100824.6328	218.457672	267.374329	9.800000e-08	301.606934	299.973450	72.840614	12379.26855	66.243294	20000906	0
4	4	-24.524120	241.2500	23.353998	-7.467506	-5.113565	-9.545109	-4.691221	0.011672	102553.8984	102553.8984	214.316605	263.575409	6.410000e-09	295.819488	295.101257	218.449570	12261.22656	64.876427	20000906	0
5	5	-24.524120	241.5625	43.424503	10.390884	-10.737404	2.822728	-11.261213	0.014424	101099.9375	101099.9375	215.881454	264.098419	5.650000e-08	296.483215	296.177185	95.622093	12237.61719	65.247345	20010919	2
6	6	-24.993481	242.1875	34.667477	-1.841543	3.988539	1.742689	6.661032	0.013957	101552.2656	101552.2656	213.257233	264.075195	3.570000e-09	299.140747	297.297180	134.934036	12242.46875	65.431206	20010425	0
7	7	23.585398	277.5000	51.990341	-5.057351	0.096988	-7.096673	-2.293488	0.019915	101255.5313	101257.5938	218.921753	267.179718	1.580000e-07	302.065552	300.926056	111.313362	12418.09668	66.488510	20101009	0
8	8	-20.769231	229.3750	32.008644	-2.976694	-4.964599	-7.199704	-3.851914	0.013965	101747.2266	101747.2266	217.324051	264.936645	1.240000e-08	298.445404	297.469147	151.781250	12283.66211	65.483292	20000724	0
9	9	23.820078	276.8750	47.643150	-8.193987	-0.793653	2.222956	-2.483554	0.014301	101641.0391	101641.0391	219.292892	267.657288	1.640000e-13	302.688385	301.619019	144.736191	12478.61816	66.431099	20100705	0

Last rows

	S.No	lat	lon	TMQ	U850	V850	UBOT	VBOT	QREFHT	PS	PSL	T200	T500	PRECT	TS	TREFHT	Z1000	Z200	ZBOT	time	LABELS
47750	47750	13.494133	253.7500	44.489532	-2.837747	-1.062834	-3.629961	-1.991696	0.017999	100848.6094	100848.6094	217.623413	268.018402	7.100000e-10	302.839966	301.316742	75.255516	12388.10938	66.508980	19970618	0
47751	47751	24.054759	276.8750	11.962342	-2.036349	-6.302435	-2.934850	-5.810594	0.007507	101893.3828	101893.3828	215.900635	259.464813	0.000000e+00	299.182831	293.266144	161.093155	12091.22559	64.212830	20020331	0
47752	47752	-24.758801	242.1875	20.695261	-5.797799	2.092347	-7.511154	2.299705	0.010850	102363.1797	102363.1797	216.352249	260.507324	8.520000e-09	295.336456	293.732147	201.262543	12186.22070	64.528435	19971012	0
47753	47753	22.177314	244.6875	43.795490	0.755373	-1.218350	0.056844	-5.967485	0.014017	101054.1016	101054.1016	218.485275	268.066711	4.710000e-15	298.962891	297.149109	91.877525	12408.94727	65.409462	20000906	0
47754	47754	13.024772	253.4375	53.848255	10.059551	-0.746791	9.813080	1.184948	0.019498	100899.0000	100899.0000	218.412170	266.822144	2.430000e-07	302.068481	300.820374	79.624161	12387.60742	66.427940	20041003	0
47755	47755	-30.625815	353.4375	14.680613	3.153518	4.250256	-0.406992	3.480553	0.008333	102109.4844	102109.4844	213.804184	259.846222	2.470000e-09	291.791870	290.141663	177.677322	12058.16016	63.678669	20001106	2
47756	47756	-24.993481	242.1875	29.540585	9.181329	-0.369805	7.125068	-5.466469	0.013645	101734.2813	101734.2813	213.867416	263.996307	2.620000e-09	296.322327	296.220642	150.108871	12272.25781	65.238327	20010712	2
47757	47757	-30.625815	353.4375	20.991110	7.709649	-6.284292	3.702500	-7.359541	0.010529	101800.8516	101800.8516	216.394852	264.192566	4.240000e-09	290.757996	290.736847	152.666443	12232.26953	63.929737	20011029	0
47758	47758	23.585398	276.5625	45.689816	-3.018448	0.280351	-6.938124	0.681055	0.020653	101641.2266	101641.2266	217.026199	265.778900	8.620000e-08	302.751862	301.542786	145.255554	12404.29297	66.656548	20020712	0
47759	47759	24.054759	276.8750	49.550251	-2.582931	-0.844238	-6.318487	-1.986166	0.017553	101374.0859	101374.0859	217.422790	265.335571	2.270000e-08	301.325226	300.146851	121.040375	12352.48535	66.221062	20081012	0

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows